Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 8281 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 970.6 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 1 |
time(s) is highly correlated with S and 13 other fields | High correlation |
T1 is highly correlated with time(s) and 13 other fields | High correlation |
T2 is highly correlated with time(s) and 13 other fields | High correlation |
T3 is highly correlated with time(s) and 13 other fields | High correlation |
T4 is highly correlated with time(s) and 13 other fields | High correlation |
T5 is highly correlated with time(s) and 13 other fields | High correlation |
T6 is highly correlated with time(s) and 12 other fields | High correlation |
T7 is highly correlated with time(s) and 13 other fields | High correlation |
T8 is highly correlated with time(s) and 13 other fields | High correlation |
T9 is highly correlated with time(s) and 13 other fields | High correlation |
T10 is highly correlated with time(s) and 13 other fields | High correlation |
T11 is highly correlated with time(s) and 13 other fields | High correlation |
T12 is highly correlated with time(s) and 13 other fields | High correlation |
Z is highly correlated with time(s) and 13 other fields | High correlation |
S is highly correlated with time(s) and 12 other fields | High correlation |
time(s) is uniformly distributed | Uniform |
time(s) has unique values | Unique |
Reproduction
| Analysis started | 2022-11-11 03:25:58.454866 |
|---|---|
| Analysis finished | 2022-11-11 03:26:09.333179 |
| Duration | 10.88 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 8281 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 345 |
| Minimum | 0 |
|---|---|
| Maximum | 690 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 34.5 |
| Q1 | 172.5 |
| median | 345 |
| Q3 | 517.5 |
| 95-th percentile | 655.5 |
| Maximum | 690 |
| Range | 690 |
| Interquartile range (IQR) | 345 |
Descriptive statistics
| Standard deviation | 199.2219269 |
|---|---|
| Coefficient of variation (CV) | 0.5774548606 |
| Kurtosis | -1.2 |
| Mean | 345 |
| Median Absolute Deviation (MAD) | 172.5 |
| Skewness | -1.019908669 × 10-16 |
| Sum | 2856945 |
| Variance | 39689.37616 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 458.3333333 | 1 | < 0.1% |
| 460.8333333 | 1 | < 0.1% |
| 460.75 | 1 | < 0.1% |
| 460.6666667 | 1 | < 0.1% |
| 460.5833333 | 1 | < 0.1% |
| 460.5 | 1 | < 0.1% |
| 460.4166667 | 1 | < 0.1% |
| 460.3333333 | 1 | < 0.1% |
| 460.25 | 1 | < 0.1% |
| Other values (8271) | 8271 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.08333333333 | 1 | |
| 0.1666666667 | 1 | |
| 0.25 | 1 | |
| 0.3333333333 | 1 | |
| 0.4166666667 | 1 | |
| 0.5 | 1 | |
| 0.5833333333 | 1 | |
| 0.6666666667 | 1 | |
| 0.75 | 1 |
| Value | Count | Frequency (%) |
| 690 | 1 | |
| 689.9166667 | 1 | |
| 689.8333333 | 1 | |
| 689.75 | 1 | |
| 689.6666667 | 1 | |
| 689.5833333 | 1 | |
| 689.5 | 1 | |
| 689.4166667 | 1 | |
| 689.3333333 | 1 | |
| 689.25 | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 64.8 KiB |
| 24000 | |
|---|---|
| 0 | |
| 12000 | 141 |
| 3000 | 75 |
| 20000 | 72 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 3.200821157 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26506 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3000 |
|---|---|
| 2nd row | 3000 |
| 3rd row | 3000 |
| 4th row | 3000 |
| 5th row | 3000 |
Common Values
| Value | Count | Frequency (%) |
| 24000 | 4287 | |
| 0 | 3706 | |
| 12000 | 141 | 1.7% |
| 3000 | 75 | 0.9% |
| 20000 | 72 | 0.9% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 24000 | 4287 | |
| 0 | 3706 | |
| 12000 | 141 | 1.7% |
| 3000 | 75 | 0.9% |
| 20000 | 72 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 17503 | |
| 2 | 4500 | 17.0% |
| 4 | 4287 | 16.2% |
| 1 | 141 | 0.5% |
| 3 | 75 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26506 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 17503 | |
| 2 | 4500 | 17.0% |
| 4 | 4287 | 16.2% |
| 1 | 141 | 0.5% |
| 3 | 75 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26506 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 17503 | |
| 2 | 4500 | 17.0% |
| 4 | 4287 | 16.2% |
| 1 | 141 | 0.5% |
| 3 | 75 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26506 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 17503 | |
| 2 | 4500 | 17.0% |
| 4 | 4287 | 16.2% |
| 1 | 141 | 0.5% |
| 3 | 75 | 0.3% |
| Distinct | 99 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.3255887 |
| Minimum | 22.5 |
|---|---|
| Maximum | 27.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 22.5 |
|---|---|
| 5-th percentile | 23.1 |
| Q1 | 23.5 |
| median | 26.5 |
| Q3 | 27.1 |
| 95-th percentile | 27.4 |
| Maximum | 27.4 |
| Range | 4.9 |
| Interquartile range (IQR) | 3.6 |
Descriptive statistics
| Standard deviation | 1.792235089 |
|---|---|
| Coefficient of variation (CV) | 0.07076775628 |
| Kurtosis | -1.860348112 |
| Mean | 25.3255887 |
| Median Absolute Deviation (MAD) | 0.9 |
| Skewness | -0.1135568789 |
| Sum | 209721.2 |
| Variance | 3.212106613 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23.1 | 944 | |
| 27.3 | 849 | |
| 27.1 | 691 | 8.3% |
| 23.5 | 621 | 7.5% |
| 23.4 | 606 | 7.3% |
| 27 | 583 | 7.0% |
| 27.4 | 560 | 6.8% |
| 26.7 | 475 | 5.7% |
| 23.8 | 466 | 5.6% |
| 26.6 | 388 | 4.7% |
| Other values (89) | 2098 |
| Value | Count | Frequency (%) |
| 22.5 | 38 | |
| 22.55 | 1 | < 0.1% |
| 22.6 | 2 | < 0.1% |
| 22.65 | 1 | < 0.1% |
| 22.7 | 2 | < 0.1% |
| 22.75 | 1 | < 0.1% |
| 22.8 | 1 | < 0.1% |
| 22.85 | 1 | < 0.1% |
| 22.9 | 5 | 0.1% |
| 22.95 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 27.4 | 560 | |
| 27.35 | 4 | < 0.1% |
| 27.3 | 849 | |
| 27.25 | 2 | < 0.1% |
| 27.2 | 126 | 1.5% |
| 27.15 | 6 | 0.1% |
| 27.1 | 691 | |
| 27.05 | 5 | 0.1% |
| 27 | 583 | |
| 26.95 | 3 | < 0.1% |
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.04726482 |
| Minimum | 21.9 |
|---|---|
| Maximum | 23.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 21.9 |
|---|---|
| 5-th percentile | 22.3 |
| Q1 | 22.8 |
| median | 23.1 |
| Q3 | 23.4 |
| 95-th percentile | 23.8 |
| Maximum | 23.8 |
| Range | 1.9 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.4238796754 |
|---|---|
| Coefficient of variation (CV) | 0.01839175619 |
| Kurtosis | -0.1680552703 |
| Mean | 23.04726482 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.3583737783 |
| Sum | 190854.4 |
| Variance | 0.1796739793 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 23.1 | 1819 | |
| 23.4 | 1090 | |
| 22.9 | 674 | 8.1% |
| 23 | 636 | 7.7% |
| 23.8 | 565 | 6.8% |
| 23.3 | 403 | 4.9% |
| 23.5 | 399 | 4.8% |
| 22.5 | 374 | 4.5% |
| 22.7 | 338 | 4.1% |
| 22.8 | 314 | 3.8% |
| Other values (10) | 1669 |
| Value | Count | Frequency (%) |
| 21.9 | 60 | 0.7% |
| 22 | 73 | 0.9% |
| 22.1 | 84 | 1.0% |
| 22.2 | 155 | |
| 22.3 | 194 | |
| 22.4 | 305 | |
| 22.5 | 374 | |
| 22.6 | 300 | |
| 22.7 | 338 | |
| 22.8 | 314 |
| Value | Count | Frequency (%) |
| 23.8 | 565 | 6.8% |
| 23.7 | 183 | 2.2% |
| 23.6 | 15 | 0.2% |
| 23.5 | 399 | 4.8% |
| 23.4 | 1090 | |
| 23.3 | 403 | 4.9% |
| 23.2 | 300 | 3.6% |
| 23.1 | 1819 | |
| 23 | 636 | 7.7% |
| 22.9 | 674 | 8.1% |
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.91912812 |
| Minimum | 21.7 |
|---|---|
| Maximum | 23.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 21.7 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 22.6 |
| median | 23 |
| Q3 | 23.5 |
| 95-th percentile | 23.8 |
| Maximum | 23.8 |
| Range | 2.1 |
| Interquartile range (IQR) | 0.9 |
Descriptive statistics
| Standard deviation | 0.5359210439 |
|---|---|
| Coefficient of variation (CV) | 0.02338313399 |
| Kurtosis | -0.7704339822 |
| Mean | 22.91912812 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | -0.1755637493 |
| Sum | 189793.3 |
| Variance | 0.2872113653 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 23.1 | 1480 | |
| 23.5 | 1397 | |
| 22.7 | 701 | |
| 23.8 | 685 | |
| 22.6 | 666 | |
| 23 | 467 | 5.6% |
| 22.9 | 421 | 5.1% |
| 22.3 | 354 | 4.3% |
| 22.1 | 353 | 4.3% |
| 22.8 | 348 | 4.2% |
| Other values (12) | 1409 |
| Value | Count | Frequency (%) |
| 21.7 | 91 | 1.1% |
| 21.8 | 68 | 0.8% |
| 21.9 | 129 | 1.6% |
| 22 | 221 | 2.7% |
| 22.1 | 353 | |
| 22.2 | 264 | 3.2% |
| 22.3 | 354 | |
| 22.4 | 232 | 2.8% |
| 22.5 | 193 | 2.3% |
| 22.6 | 666 |
| Value | Count | Frequency (%) |
| 23.8 | 685 | |
| 23.7 | 64 | 0.8% |
| 23.6 | 13 | 0.2% |
| 23.5 | 1397 | |
| 23.4 | 86 | 1.0% |
| 23.3 | 28 | 0.3% |
| 23.2 | 20 | 0.2% |
| 23.1 | 1480 | |
| 23 | 467 | 5.6% |
| 22.9 | 421 | 5.1% |
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.74966791 |
| Minimum | 22.5 |
|---|---|
| Maximum | 24.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 22.5 |
|---|---|
| 5-th percentile | 23.2 |
| Q1 | 23.5 |
| median | 23.8 |
| Q3 | 24.1 |
| 95-th percentile | 24.4 |
| Maximum | 24.5 |
| Range | 2 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.4227700216 |
|---|---|
| Coefficient of variation (CV) | 0.01780109192 |
| Kurtosis | -0.2276269474 |
| Mean | 23.74966791 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.2694601934 |
| Sum | 196671 |
| Variance | 0.1787344912 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 23.5 | 861 | |
| 23.9 | 834 | |
| 23.2 | 670 | 8.1% |
| 23.6 | 639 | 7.7% |
| 24.2 | 636 | 7.7% |
| 23.4 | 568 | 6.9% |
| 23.7 | 565 | 6.8% |
| 24.1 | 552 | 6.7% |
| 23.8 | 528 | 6.4% |
| 24 | 522 | 6.3% |
| Other values (11) | 1906 |
| Value | Count | Frequency (%) |
| 22.5 | 96 | 1.2% |
| 22.6 | 30 | 0.4% |
| 22.7 | 31 | 0.4% |
| 22.8 | 35 | 0.4% |
| 22.9 | 44 | 0.5% |
| 23 | 52 | 0.6% |
| 23.1 | 65 | 0.8% |
| 23.2 | 670 | |
| 23.3 | 469 | |
| 23.4 | 568 |
| Value | Count | Frequency (%) |
| 24.5 | 328 | 4.0% |
| 24.4 | 307 | 3.7% |
| 24.3 | 449 | |
| 24.2 | 636 | |
| 24.1 | 552 | |
| 24 | 522 | |
| 23.9 | 834 | |
| 23.8 | 528 | |
| 23.7 | 565 | |
| 23.6 | 639 |
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.48728414 |
| Minimum | 22.7 |
|---|---|
| Maximum | 23.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 22.7 |
|---|---|
| 5-th percentile | 22.7 |
| Q1 | 23.4 |
| median | 23.5 |
| Q3 | 23.7 |
| 95-th percentile | 23.9 |
| Maximum | 23.9 |
| Range | 1.2 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.3077601449 |
|---|---|
| Coefficient of variation (CV) | 0.01310326656 |
| Kurtosis | 0.6971907981 |
| Mean | 23.48728414 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -1.013558853 |
| Sum | 194498.2 |
| Variance | 0.09471630681 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 23.5 | 1551 | |
| 23.7 | 1351 | |
| 23.6 | 1172 | |
| 23.4 | 1159 | |
| 23.9 | 987 | |
| 23.3 | 514 | 6.2% |
| 22.7 | 443 | 5.3% |
| 23.8 | 301 | 3.6% |
| 23 | 174 | 2.1% |
| 22.9 | 167 | 2.0% |
| Other values (3) | 462 | 5.6% |
| Value | Count | Frequency (%) |
| 22.7 | 443 | 5.3% |
| 22.8 | 156 | 1.9% |
| 22.9 | 167 | 2.0% |
| 23 | 174 | 2.1% |
| 23.1 | 165 | 2.0% |
| 23.2 | 141 | 1.7% |
| 23.3 | 514 | 6.2% |
| 23.4 | 1159 | |
| 23.5 | 1551 | |
| 23.6 | 1172 |
| Value | Count | Frequency (%) |
| 23.9 | 987 | |
| 23.8 | 301 | 3.6% |
| 23.7 | 1351 | |
| 23.6 | 1172 | |
| 23.5 | 1551 | |
| 23.4 | 1159 | |
| 23.3 | 514 | 6.2% |
| 23.2 | 141 | 1.7% |
| 23.1 | 165 | 2.0% |
| 23 | 174 | 2.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.24934187 |
| Minimum | 23 |
|---|---|
| Maximum | 23.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 23.1 |
| median | 23.2 |
| Q3 | 23.4 |
| 95-th percentile | 23.5 |
| Maximum | 23.6 |
| Range | 0.6 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.187211586 |
|---|---|
| Coefficient of variation (CV) | 0.00805233916 |
| Kurtosis | -1.20462022 |
| Mean | 23.24934187 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.08690609171 |
| Sum | 192527.8 |
| Variance | 0.03504817792 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 23 | 1949 | |
| 23.2 | 1517 | |
| 23.3 | 1252 | |
| 23.4 | 1250 | |
| 23.5 | 1240 | |
| 23.1 | 756 | 9.1% |
| 23.6 | 317 | 3.8% |
| Value | Count | Frequency (%) |
| 23 | 1949 | |
| 23.1 | 756 | 9.1% |
| 23.2 | 1517 | |
| 23.3 | 1252 | |
| 23.4 | 1250 | |
| 23.5 | 1240 | |
| 23.6 | 317 | 3.8% |
| Value | Count | Frequency (%) |
| 23.6 | 317 | 3.8% |
| 23.5 | 1240 | |
| 23.4 | 1250 | |
| 23.3 | 1252 | |
| 23.2 | 1517 | |
| 23.1 | 756 | 9.1% |
| 23 | 1949 |
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.81415288 |
| Minimum | 21.7 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 21.7 |
|---|---|
| 5-th percentile | 21.9 |
| Q1 | 22.5 |
| median | 22.8 |
| Q3 | 23.4 |
| 95-th percentile | 23.7 |
| Maximum | 23.7 |
| Range | 2 |
| Interquartile range (IQR) | 0.9 |
Descriptive statistics
| Standard deviation | 0.5461327901 |
|---|---|
| Coefficient of variation (CV) | 0.02393833306 |
| Kurtosis | -0.9479088588 |
| Mean | 22.81415288 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | -0.1657050154 |
| Sum | 188924 |
| Variance | 0.2982610245 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 23.4 | 1378 | |
| 23.1 | 1286 | |
| 22.5 | 776 | |
| 22.6 | 698 | 8.4% |
| 23.7 | 643 | 7.8% |
| 22.7 | 421 | 5.1% |
| 22.2 | 366 | 4.4% |
| 22.8 | 339 | 4.1% |
| 22 | 310 | 3.7% |
| 22.1 | 299 | 3.6% |
| Other values (11) | 1765 |
| Value | Count | Frequency (%) |
| 21.7 | 163 | 2.0% |
| 21.8 | 202 | 2.4% |
| 21.9 | 204 | 2.5% |
| 22 | 310 | 3.7% |
| 22.1 | 299 | 3.6% |
| 22.2 | 366 | |
| 22.3 | 219 | 2.6% |
| 22.4 | 275 | 3.3% |
| 22.5 | 776 | |
| 22.6 | 698 |
| Value | Count | Frequency (%) |
| 23.7 | 643 | |
| 23.6 | 70 | 0.8% |
| 23.5 | 26 | 0.3% |
| 23.4 | 1378 | |
| 23.3 | 88 | 1.1% |
| 23.2 | 42 | 0.5% |
| 23.1 | 1286 | |
| 23 | 191 | 2.3% |
| 22.9 | 285 | 3.4% |
| 22.8 | 339 | 4.1% |
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.09978263 |
| Minimum | 22.2 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 22.2 |
|---|---|
| 5-th percentile | 22.4 |
| Q1 | 23 |
| median | 23.1 |
| Q3 | 23.4 |
| 95-th percentile | 23.7 |
| Maximum | 23.7 |
| Range | 1.5 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.3647876109 |
|---|---|
| Coefficient of variation (CV) | 0.01579182006 |
| Kurtosis | -0.2349025793 |
| Mean | 23.09978263 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.5073786206 |
| Sum | 191289.3 |
| Variance | 0.1330700011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 23.4 | 1881 | |
| 23.1 | 1854 | |
| 23 | 887 | |
| 23.7 | 678 | 8.2% |
| 22.5 | 423 | 5.1% |
| 23.2 | 411 | 5.0% |
| 23.3 | 393 | 4.7% |
| 22.8 | 289 | 3.5% |
| 22.7 | 275 | 3.3% |
| 22.9 | 273 | 3.3% |
| Other values (6) | 917 |
| Value | Count | Frequency (%) |
| 22.2 | 128 | 1.5% |
| 22.3 | 175 | 2.1% |
| 22.4 | 245 | 3.0% |
| 22.5 | 423 | 5.1% |
| 22.6 | 255 | 3.1% |
| 22.7 | 275 | 3.3% |
| 22.8 | 289 | 3.5% |
| 22.9 | 273 | 3.3% |
| 23 | 887 | |
| 23.1 | 1854 |
| Value | Count | Frequency (%) |
| 23.7 | 678 | 8.2% |
| 23.6 | 98 | 1.2% |
| 23.5 | 16 | 0.2% |
| 23.4 | 1881 | |
| 23.3 | 393 | 4.7% |
| 23.2 | 411 | 5.0% |
| 23.1 | 1854 | |
| 23 | 887 | |
| 22.9 | 273 | 3.3% |
| 22.8 | 289 | 3.5% |
| Distinct | 79 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.72550417 |
| Minimum | 25.5 |
|---|---|
| Maximum | 29.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 25.5 |
|---|---|
| 5-th percentile | 26.6 |
| Q1 | 26.9 |
| median | 27.7 |
| Q3 | 28.6 |
| 95-th percentile | 29.1 |
| Maximum | 29.4 |
| Range | 3.9 |
| Interquartile range (IQR) | 1.7 |
Descriptive statistics
| Standard deviation | 0.8968583465 |
|---|---|
| Coefficient of variation (CV) | 0.03234777413 |
| Kurtosis | -1.293335357 |
| Mean | 27.72550417 |
| Median Absolute Deviation (MAD) | 0.9 |
| Skewness | 0.01343425436 |
| Sum | 229594.9 |
| Variance | 0.8043548937 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26.8 | 778 | 9.4% |
| 26.9 | 582 | 7.0% |
| 26.7 | 475 | 5.7% |
| 28.4 | 413 | 5.0% |
| 28.5 | 395 | 4.8% |
| 28.6 | 393 | 4.7% |
| 28.7 | 389 | 4.7% |
| 26.6 | 347 | 4.2% |
| 28.9 | 319 | 3.9% |
| 27.3 | 294 | 3.6% |
| Other values (69) | 3896 |
| Value | Count | Frequency (%) |
| 25.5 | 26 | |
| 25.55 | 3 | < 0.1% |
| 25.6 | 38 | |
| 25.65 | 1 | < 0.1% |
| 25.7 | 9 | 0.1% |
| 25.75 | 1 | < 0.1% |
| 25.8 | 5 | 0.1% |
| 25.85 | 1 | < 0.1% |
| 25.9 | 7 | 0.1% |
| 25.95 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 29.4 | 30 | 0.4% |
| 29.35 | 2 | < 0.1% |
| 29.3 | 62 | 0.7% |
| 29.25 | 6 | 0.1% |
| 29.2 | 55 | 0.7% |
| 29.15 | 21 | 0.3% |
| 29.1 | 248 | |
| 29.05 | 27 | 0.3% |
| 29 | 183 | |
| 28.95 | 14 | 0.2% |
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.3353339 |
| Minimum | 26 |
|---|---|
| Maximum | 30.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 26.7 |
| Q1 | 27 |
| median | 28.5 |
| Q3 | 29.5 |
| 95-th percentile | 29.9 |
| Maximum | 30.4 |
| Range | 4.4 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 1.224869179 |
|---|---|
| Coefficient of variation (CV) | 0.04322762468 |
| Kurtosis | -1.542497621 |
| Mean | 28.3353339 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | -0.06866353885 |
| Sum | 234644.9 |
| Variance | 1.500304505 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 26.8 | 772 | 9.3% |
| 29.8 | 471 | 5.7% |
| 26.9 | 441 | 5.3% |
| 29.9 | 419 | 5.1% |
| 29.7 | 411 | 5.0% |
| 26.7 | 400 | 4.8% |
| 29.4 | 335 | 4.0% |
| 29.5 | 320 | 3.9% |
| 27 | 311 | 3.8% |
| 29.6 | 289 | 3.5% |
| Other values (35) | 4112 |
| Value | Count | Frequency (%) |
| 26 | 61 | 0.7% |
| 26.1 | 22 | 0.3% |
| 26.2 | 7 | 0.1% |
| 26.3 | 2 | < 0.1% |
| 26.4 | 3 | < 0.1% |
| 26.5 | 6 | 0.1% |
| 26.6 | 91 | 1.1% |
| 26.7 | 400 | |
| 26.8 | 772 | |
| 26.9 | 441 |
| Value | Count | Frequency (%) |
| 30.4 | 1 | < 0.1% |
| 30.3 | 42 | 0.5% |
| 30.2 | 74 | 0.9% |
| 30.1 | 121 | 1.5% |
| 30 | 175 | 2.1% |
| 29.9 | 419 | |
| 29.8 | 471 | |
| 29.7 | 411 | |
| 29.6 | 289 | |
| 29.5 | 320 |
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.87022099 |
| Minimum | 21.7 |
|---|---|
| Maximum | 23.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 21.7 |
|---|---|
| 5-th percentile | 21.9 |
| Q1 | 22.4 |
| median | 22.9 |
| Q3 | 23.4 |
| 95-th percentile | 23.6 |
| Maximum | 23.8 |
| Range | 2.1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.5560749801 |
|---|---|
| Coefficient of variation (CV) | 0.02431436847 |
| Kurtosis | -1.221854554 |
| Mean | 22.87022099 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.1831300547 |
| Sum | 189388.3 |
| Variance | 0.3092193835 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 23.4 | 698 | 8.4% |
| 23.5 | 621 | 7.5% |
| 22.2 | 604 | 7.3% |
| 23.6 | 576 | 7.0% |
| 23.3 | 568 | 6.9% |
| 22.4 | 459 | 5.5% |
| 22.8 | 438 | 5.3% |
| 22.3 | 417 | 5.0% |
| 23.2 | 417 | 5.0% |
| 22.5 | 391 | 4.7% |
| Other values (12) | 3092 |
| Value | Count | Frequency (%) |
| 21.7 | 2 | < 0.1% |
| 21.8 | 141 | 1.7% |
| 21.9 | 299 | |
| 22 | 219 | 2.6% |
| 22.1 | 249 | |
| 22.2 | 604 | |
| 22.3 | 417 | |
| 22.4 | 459 | |
| 22.5 | 391 | |
| 22.6 | 375 |
| Value | Count | Frequency (%) |
| 23.8 | 82 | 1.0% |
| 23.7 | 295 | |
| 23.6 | 576 | |
| 23.5 | 621 | |
| 23.4 | 698 | |
| 23.3 | 568 | |
| 23.2 | 417 | |
| 23.1 | 385 | |
| 23 | 303 | |
| 22.9 | 378 |
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.80026567 |
| Minimum | 21.7 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 21.7 |
|---|---|
| 5-th percentile | 22.2 |
| Q1 | 22.4 |
| median | 22.8 |
| Q3 | 23.2 |
| 95-th percentile | 23.5 |
| Maximum | 23.7 |
| Range | 2 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.474035942 |
|---|---|
| Coefficient of variation (CV) | 0.02079080783 |
| Kurtosis | -1.058911335 |
| Mean | 22.80026567 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | -0.1095682923 |
| Sum | 188809 |
| Variance | 0.2247100743 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 22.3 | 961 | |
| 23.3 | 771 | |
| 22.2 | 729 | 8.8% |
| 22.4 | 724 | 8.7% |
| 23.4 | 644 | 7.8% |
| 23.1 | 632 | 7.6% |
| 22.9 | 559 | 6.8% |
| 23.2 | 527 | 6.4% |
| 22.7 | 484 | 5.8% |
| 22.5 | 413 | 5.0% |
| Other values (11) | 1837 |
| Value | Count | Frequency (%) |
| 21.7 | 136 | 1.6% |
| 21.8 | 48 | 0.6% |
| 21.9 | 45 | 0.5% |
| 22 | 23 | 0.3% |
| 22.1 | 46 | 0.6% |
| 22.2 | 729 | |
| 22.3 | 961 | |
| 22.4 | 724 | |
| 22.5 | 413 | |
| 22.6 | 259 | 3.1% |
| Value | Count | Frequency (%) |
| 23.7 | 51 | 0.6% |
| 23.6 | 187 | 2.3% |
| 23.5 | 318 | |
| 23.4 | 644 | |
| 23.3 | 771 | |
| 23.2 | 527 | |
| 23.1 | 632 | |
| 23 | 381 | |
| 22.9 | 559 | |
| 22.8 | 343 |
| Distinct | 149 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.70975383 |
| Minimum | 0 |
|---|---|
| Maximum | 84.094 |
| Zeros | 9 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.531 |
| Q1 | 25.594 |
| median | 67.031 |
| Q3 | 81.656 |
| 95-th percentile | 82.875 |
| Maximum | 84.094 |
| Range | 84.094 |
| Interquartile range (IQR) | 56.062 |
Descriptive statistics
| Standard deviation | 28.95902377 |
|---|---|
| Coefficient of variation (CV) | 0.5293210395 |
| Kurtosis | -1.525031448 |
| Mean | 54.70975383 |
| Median Absolute Deviation (MAD) | 15.844 |
| Skewness | -0.3768718026 |
| Sum | 453051.4715 |
| Variance | 838.6250579 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 82.875 | 1341 | 16.2% |
| 80.437 | 1050 | 12.7% |
| 81.656 | 788 | 9.5% |
| 84.094 | 272 | 3.3% |
| 8.531 | 209 | 2.5% |
| 10.969 | 154 | 1.9% |
| 9.75 | 149 | 1.8% |
| 18.281 | 134 | 1.6% |
| 81.0465 | 122 | 1.5% |
| 25.594 | 109 | 1.3% |
| Other values (139) | 3953 |
| Value | Count | Frequency (%) |
| 0 | 9 | 0.1% |
| 1.2185 | 1 | < 0.1% |
| 2.437 | 1 | < 0.1% |
| 3.0465 | 1 | < 0.1% |
| 3.656 | 2 | < 0.1% |
| 4.2655 | 2 | < 0.1% |
| 4.875 | 35 | 0.4% |
| 5.4845 | 17 | 0.2% |
| 6.094 | 102 | |
| 6.703 | 13 | 0.2% |
| Value | Count | Frequency (%) |
| 84.094 | 272 | 3.3% |
| 83.4845 | 67 | 0.8% |
| 82.875 | 1341 | |
| 82.2655 | 79 | 1.0% |
| 81.656 | 788 | |
| 81.0465 | 122 | 1.5% |
| 80.437 | 1050 | |
| 79.828 | 44 | 0.5% |
| 79.219 | 94 | 1.1% |
| 78.6095 | 12 | 0.1% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| time(s) | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000000 | 3000 | 22.5 | 22.5 | 22.6 | 22.5 | 22.7 | 23.1 | 22.6 | 22.5 | 25.6 | 26.2 | 21.9 | 21.8 | 0.0000 |
| 1 | 0.083333 | 3000 | 22.5 | 22.5 | 22.6 | 22.5 | 22.7 | 23.1 | 22.6 | 22.5 | 25.6 | 26.2 | 21.9 | 21.8 | 0.0000 |
| 2 | 0.166667 | 3000 | 22.5 | 22.5 | 22.6 | 22.5 | 22.7 | 23.1 | 22.6 | 22.5 | 25.6 | 26.2 | 21.9 | 21.8 | 0.0000 |
| 3 | 0.250000 | 3000 | 22.5 | 22.5 | 22.6 | 22.5 | 22.7 | 23.1 | 22.6 | 22.5 | 25.6 | 26.1 | 21.9 | 21.8 | 0.0000 |
| 4 | 0.333333 | 3000 | 22.5 | 22.5 | 22.6 | 22.5 | 22.7 | 23.1 | 22.6 | 22.5 | 25.6 | 26.1 | 21.9 | 21.8 | 0.0000 |
| 5 | 0.416667 | 3000 | 22.5 | 22.5 | 22.6 | 22.5 | 22.7 | 23.1 | 22.6 | 22.5 | 25.6 | 26.1 | 21.9 | 21.8 | 0.0000 |
| 6 | 0.500000 | 3000 | 22.5 | 22.5 | 22.6 | 22.5 | 22.7 | 23.1 | 22.6 | 22.5 | 25.6 | 26.1 | 21.9 | 21.8 | 0.0000 |
| 7 | 0.583333 | 3000 | 22.5 | 22.5 | 22.6 | 22.5 | 22.7 | 23.1 | 22.6 | 22.5 | 25.6 | 26.1 | 21.9 | 21.8 | 0.0000 |
| 8 | 0.666667 | 3000 | 22.5 | 22.5 | 22.6 | 22.5 | 22.7 | 23.1 | 22.6 | 22.5 | 25.6 | 26.1 | 21.9 | 21.8 | 0.0000 |
| 9 | 0.750000 | 3000 | 22.5 | 22.5 | 22.6 | 22.5 | 22.7 | 23.1 | 22.6 | 22.5 | 25.6 | 26.1 | 21.9 | 21.8 | 1.2185 |
Last rows
| time(s) | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8271 | 689.250000 | 0 | 23.8 | 23.8 | 23.8 | 23.9 | 23.9 | 23.6 | 23.7 | 23.7 | 27.1 | 27.5 | 22.6 | 22.7 | 17.6715 |
| 8272 | 689.333333 | 0 | 23.8 | 23.8 | 23.8 | 23.9 | 23.9 | 23.6 | 23.7 | 23.7 | 27.1 | 27.5 | 22.6 | 22.7 | 17.6715 |
| 8273 | 689.416667 | 0 | 23.8 | 23.8 | 23.8 | 23.9 | 23.9 | 23.6 | 23.7 | 23.7 | 27.1 | 27.5 | 22.6 | 22.7 | 17.0620 |
| 8274 | 689.500000 | 0 | 23.8 | 23.8 | 23.8 | 23.9 | 23.9 | 23.6 | 23.7 | 23.7 | 27.1 | 27.5 | 22.6 | 22.7 | 17.0620 |
| 8275 | 689.583333 | 0 | 23.8 | 23.8 | 23.8 | 23.9 | 23.9 | 23.6 | 23.7 | 23.7 | 27.1 | 27.5 | 22.6 | 22.7 | 17.0620 |
| 8276 | 689.666667 | 0 | 23.8 | 23.8 | 23.8 | 23.9 | 23.9 | 23.6 | 23.7 | 23.7 | 27.1 | 27.5 | 22.6 | 22.7 | 17.6715 |
| 8277 | 689.750000 | 0 | 23.8 | 23.8 | 23.8 | 23.9 | 23.9 | 23.6 | 23.7 | 23.7 | 27.1 | 27.4 | 22.6 | 22.7 | 17.0620 |
| 8278 | 689.833333 | 0 | 23.8 | 23.8 | 23.8 | 23.9 | 23.9 | 23.6 | 23.7 | 23.7 | 27.1 | 27.4 | 22.6 | 22.7 | 17.0620 |
| 8279 | 689.916667 | 0 | 23.8 | 23.8 | 23.8 | 23.9 | 23.9 | 23.6 | 23.7 | 23.7 | 27.1 | 27.4 | 22.6 | 22.7 | 17.0620 |
| 8280 | 690.000000 | 0 | 23.8 | 23.8 | 23.8 | 23.9 | 23.9 | 23.6 | 23.7 | 23.7 | 27.1 | 27.5 | 22.7 | 22.7 | 17.0620 |